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Automation Risk Analysis

Will “Technical Agronomist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Technical Agronomist” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Technical Agronomist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Soil and Plant Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.

Avg. Annual Salary $83,040
Avg. Hourly Wage $39.92
Available Jobs (US) 16,600
Job Title & Hierarchy Code (SOC) Soil and Plant Scientists #19-1013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Soil and Plant Scientists”

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Core Skills & Abilities

  • Conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.

  • Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.

  • Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.

  • Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.

  • Study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

  • Research technical requirements or environmental impacts of urban green spaces, such as green roof installations.

  • Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.

  • Conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

  • Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.

  • Investigate soil problems or poor water quality to determine sources and effects.

  • Plan or supervise waste management programs for composting or farming.

  • Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.

  • Perform chemical analyses of the microorganism content of soils to determine microbial reactions or chemical mineralogical relationships to plant growth.

  • Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.

  • Plan or supervise land conservation or reclamation programs for industrial development projects.

  • Survey undisturbed or disturbed lands for classification, inventory, mapping, environmental impact assessments, environmental protection planning, conservation planning, or reclamation planning.

  • Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.

  • Conduct research into the use of plant species as green fuels or in the production of green fuels.

  • Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

  • Develop ways of altering soils to suit different types of plants.

  • Consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.

  • Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.

  • Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.

  • Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

  • Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

  • Identify or classify species of insects or allied forms, such as mites or spiders.

Technologies & Software

  • GAEA Technologies WinSieve
  • National Resources Conservation Service NRCS PEDON Description Program PDP
  • Mistral AI (chat/models)
  • IBM SPSS Statistics
  • Microsoft Access
  • Qwen (Alibaba)
  • Claude (Anthropic)
  • Kimi (Moonshot AI)
  • Geographic information system GIS systems
  • SGeMS
  • Scite AI
  • GEOEAS
  • Geographic information system GIS software
  • ChatGPT (OpenAI)
  • National Resources Conservation Service NRCS Soils Explorer
  • SAS
  • Variogram Estimation and Spatial Prediction plus Error Vesper
  • Autodesk AutoCAD
  • PedonCE
  • Consensus
  • Microsoft PowerPoint
  • Soil information databases
  • UNSATFLOW
  • R
  • 3dMapper
  • SoilVision Systems SVOFFICE
  • PC-Progress HYDRUS
  • European Soil Erosion Model EUROSEM
  • Microsoft Office software
  • Mistral (Mistral AI)
  • Elicit
  • Gemini for Workspace
  • Semantic Scholar AI
  • STATISTICA
  • Llama (Meta)
  • ESRI ArcGIS software
  • LandSerf
  • Perplexity AI
  • Erosion Productivity Impact Calculator EPIC
  • National Soil Information System NASIS
  • Water Erosion Prediction Project WEPP
  • NotebookLM (Google)
  • Grok (xAI)
  • Gstat
  • Microsoft Word
  • Microsoft Excel
  • DeepSeek
  • GSLIB
  • Leica Geosystems ERDAS IMAGINE
  • Gemini (Google)
  • Nova (Amazon)
  • Microsoft Active Server Pages ASP
  • SPAW
  • Word processing software
  • Hot water shaking baths
  • Polarizing microscopes
  • Ion chromatographs
  • Digital pH meters
  • Fluorimeters
  • Precision balances
  • Light detection and ranging LIDAR systems
  • Sample containers
  • Microtiter plate readers
  • Atomic absorption AA spectrometers
  • Laboratory mixers
  • Flame photometers
  • Laboratory growth chambers
  • Porometers
  • Reciprocating shaker water baths
  • Laboratory drying ovens
  • Laboratory muffle furnaces
  • Personal digital assistants PDA
  • Glass beakers
  • Laboratory sieves
  • High speed centrifuges
  • Ground penetrating radar GPR
  • Epifluorescence microscopes
  • Synthetic aperture radar SAR
  • Soil analysis hydrometers
  • Glass flasks
  • Global positioning system GPS receivers
  • Soil thermometers
  • Soil augers
  • Cell tissue culture incubators
  • Laptop computers
  • Circulating water baths
  • Gel documentation systems
  • Organic carbon analyzers
  • Mass spectrometers
  • Gel electrophoresis systems
  • Erlenmeyer flasks
  • Canopy analyzers
  • Luminometers
  • Refrigerated microfuges
  • Heat flux plates
  • Dataloggers
  • Electron microscopes
  • X ray fluorescence XRF spectrometers
  • Laminar flow hoods
  • Soil moisture neutron probes
  • Gamma ray spectrometers
  • Infrared cameras
  • Digital cameras
  • Laboratory grinders
  • Gel dryers
  • Laboratory test tubes
  • Hand augers
  • Calibrated soil scoops
  • Desktop computers
  • Polymerase chain reaction PCR equipment
  • Graduated glass cylinders
  • Lysimeters
  • Psychrometers
  • Inductively coupled plasma atomic emission spectrometers ICP-AES
  • Laser particle sizers
  • Colorimeters
  • Osmometers
  • Personal computers
  • Thermocouples
  • Conductivity meters
  • Spectrophotometers
  • Tensiometers
  • Infrared gas analyzers
  • Autosamplers
  • pH indicators